{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras import backend as K\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "from data import *\n",
    "from model import *\n",
    "from image_function import *\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = 'Data\\\\sample3\\\\' # image folder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_folder = data_dir #put your folder where you stored the annotated data\n",
    "save_folder = data_dir+'aug' #put your folder where you want stored the augmentation data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def focal_loss(gamma=2, alpha=0.75):\n",
    "    def focal_loss_fixed(y_true, y_pred):#with tensorflow\n",
    "        eps = 1e-12\n",
    "        y_pred=K.clip(y_pred,eps,1.-eps)#improve the stability of the focal loss \n",
    "        pt_1 = tf.where(tf.equal(y_true, 1), y_pred, tf.ones_like(y_pred))\n",
    "        # when y_true == 1, outut y_pred, otherwise output 1\n",
    "        pt_0 = tf.where(tf.equal(y_true, 0), y_pred, tf.zeros_like(y_pred))\n",
    "        # when y_true == 0, outut y_pred, otherwise output 0\n",
    "        return -K.sum(alpha * K.pow(1. - pt_1, gamma) * K.log(pt_1))\\\n",
    "                -K.sum((1-alpha)* K.pow( pt_0, gamma) * K.log(1. - pt_0))\n",
    "    return focal_loss_fixed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_gen_args = dict(rotation_range=1,\n",
    "                    width_shift_range=0.05,\n",
    "                    height_shift_range=0.05,\n",
    "                    shear_range=0.05,\n",
    "                    zoom_range=0.05,\n",
    "                    horizontal_flip=True,\n",
    "                    fill_mode='nearest')\n",
    "myGenerator = trainGenerator(10,data_folder,'image','mask',data_gen_args,save_to_dir = save_folder)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "500/500 [==============================] - 107s 214ms/step - loss: 2297.4827 - acc: 0.9926\n",
      "\n",
      "Epoch 00001: loss improved from inf to 2310.31725, saving model to unet_focal_loss.h5\n",
      "Epoch 2/15\n",
      "500/500 [==============================] - 104s 209ms/step - loss: 897.8356 - acc: 0.9953\n",
      "\n",
      "Epoch 00002: loss improved from 2310.31725 to 903.53195, saving model to unet_focal_loss.h5\n",
      "Epoch 3/15\n",
      "500/500 [==============================] - 107s 214ms/step - loss: 862.7885 - acc: 0.9953\n",
      "\n",
      "Epoch 00003: loss improved from 903.53195 to 868.52004, saving model to unet_focal_loss.h5\n",
      "Epoch 4/15\n",
      "500/500 [==============================] - 106s 212ms/step - loss: 839.4567 - acc: 0.9953\n",
      "\n",
      "Epoch 00004: loss improved from 868.52004 to 843.21867, saving model to unet_focal_loss.h5\n",
      "Epoch 5/15\n",
      "500/500 [==============================] - 109s 218ms/step - loss: 827.7731 - acc: 0.9952\n",
      "\n",
      "Epoch 00005: loss improved from 843.21867 to 832.28944, saving model to unet_focal_loss.h5\n",
      "Epoch 6/15\n",
      "500/500 [==============================] - 109s 218ms/step - loss: 811.6481 - acc: 0.9952\n",
      "\n",
      "Epoch 00006: loss improved from 832.28944 to 817.88417, saving model to unet_focal_loss.h5\n",
      "Epoch 7/15\n",
      "500/500 [==============================] - 110s 219ms/step - loss: 797.5062 - acc: 0.9951\n",
      "\n",
      "Epoch 00007: loss improved from 817.88417 to 801.91213, saving model to unet_focal_loss.h5\n",
      "Epoch 8/15\n",
      "500/500 [==============================] - 109s 218ms/step - loss: 781.0926 - acc: 0.9951\n",
      "\n",
      "Epoch 00008: loss improved from 801.91213 to 784.36945, saving model to unet_focal_loss.h5\n",
      "Epoch 9/15\n",
      "500/500 [==============================] - 108s 217ms/step - loss: 773.0284 - acc: 0.9951\n",
      "\n",
      "Epoch 00009: loss improved from 784.36945 to 779.85662, saving model to unet_focal_loss.h5\n",
      "Epoch 10/15\n",
      "500/500 [==============================] - 107s 214ms/step - loss: 763.5936 - acc: 0.9951\n",
      "\n",
      "Epoch 00010: loss improved from 779.85662 to 766.84948, saving model to unet_focal_loss.h5\n",
      "Epoch 11/15\n",
      "500/500 [==============================] - 107s 214ms/step - loss: 755.3161 - acc: 0.9951\n",
      "\n",
      "Epoch 00011: loss improved from 766.84948 to 759.39784, saving model to unet_focal_loss.h5\n",
      "Epoch 12/15\n",
      "500/500 [==============================] - 107s 215ms/step - loss: 755.0824 - acc: 0.9951\n",
      "\n",
      "Epoch 00012: loss did not improve from 759.39784\n",
      "Epoch 13/15\n",
      "500/500 [==============================] - 110s 219ms/step - loss: 752.7012 - acc: 0.9952\n",
      "\n",
      "Epoch 00013: loss improved from 759.39784 to 758.34186, saving model to unet_focal_loss.h5\n",
      "Epoch 14/15\n",
      "500/500 [==============================] - 112s 223ms/step - loss: 741.6548 - acc: 0.9952\n",
      "\n",
      "Epoch 00014: loss improved from 758.34186 to 746.97474, saving model to unet_focal_loss.h5\n",
      "Epoch 15/15\n",
      "500/500 [==============================] - 108s 216ms/step - loss: 745.1192 - acc: 0.9952\n",
      "\n",
      "Epoch 00015: loss did not improve from 746.97474\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x1fb52aae6d8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = unet()\n",
    "focal_loss_fixed = focal_loss()\n",
    "\n",
    "model.compile(optimizer = Adam(lr = 1e-4), loss = focal_loss_fixed, metrics = ['accuracy'])\n",
    "model_checkpoint = ModelCheckpoint('unet_focal_loss.h5', monitor='loss',verbose=1, save_best_only=True)\n",
    "model.fit_generator(myGenerator,steps_per_epoch=500,epochs=15,callbacks=[model_checkpoint], class_weight=[2.9, 0.1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\envs\\tf_gpu\\lib\\site-packages\\skimage\\transform\\_warps.py:105: UserWarning: The default mode, 'constant', will be changed to 'reflect' in skimage 0.15.\n",
      "  warn(\"The default mode, 'constant', will be changed to 'reflect' in \"\n",
      "C:\\ProgramData\\Anaconda3\\envs\\tf_gpu\\lib\\site-packages\\skimage\\transform\\_warps.py:110: UserWarning: Anti-aliasing will be enabled by default in skimage 0.15 to avoid aliasing artifacts when down-sampling images.\n",
      "  warn(\"Anti-aliasing will be enabled by default in skimage 0.15 to \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(882, 256, 256, 1)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data, fs = load_images_from_folder(data_dir + 'Validate',  resize = True) # load validation data\n",
    "data = np.expand_dims (data, axis = 3) # keras used channel last by default\n",
    "np.shape(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "results = model.predict(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1fd06d0c860>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(results[230,:,:,0], cmap = 'gray')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fd1f018128>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,10))\n",
    "plt.subplot(121)\n",
    "plt.imshow(results[230,:,:,0]>0.2, cmap = 'gray')\n",
    "plt.subplot(122)\n",
    "plt.imshow(data[230,:,:,0], cmap = 'gray')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
